from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.648 | 0.127 | 0.0 | 0.019 | -1 | 1 | 0.639 | 2.240 | 0.042 | 8.324 | 0.166 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.648 | 0.127 | 0.0 | 0.019 | -1 | 1 | 0.639 | 0.028 | 0.004 | 666.736 | 89.491 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.358 | 0.013 | 0.0 | 0.358 | -1 | 1 | 1.000 | 2.240 | 0.042 | 0.160 | 0.006 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.358 | 0.013 | 0.0 | 0.358 | -1 | 1 | 1.000 | 0.028 | 0.004 | 12.783 | 1.773 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.431 | 0.181 | 0.0 | 0.018 | 1 | 1 | 0.639 | 1.576 | 0.009 | 11.693 | 0.132 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.431 | 0.181 | 0.0 | 0.018 | 1 | 1 | 0.639 | 0.025 | 0.001 | 722.838 | 41.965 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.366 | 0.010 | 0.0 | 0.366 | 1 | 1 | 1.000 | 1.576 | 0.009 | 0.233 | 0.007 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.366 | 0.010 | 0.0 | 0.366 | 1 | 1 | 1.000 | 0.025 | 0.001 | 14.372 | 0.914 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.977 | 0.335 | 0.0 | 0.019 | 1 | 100 | 0.851 | 2.622 | 0.027 | 7.238 | 0.148 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.977 | 0.335 | 0.0 | 0.019 | 1 | 100 | 0.851 | 0.028 | 0.002 | 678.218 | 40.318 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.363 | 0.007 | 0.0 | 0.363 | 1 | 100 | 1.000 | 2.622 | 0.027 | 0.138 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.363 | 0.007 | 0.0 | 0.363 | 1 | 100 | 1.000 | 0.028 | 0.002 | 12.967 | 0.780 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.673 | 0.011 | 0.0 | 0.019 | -1 | 100 | 0.851 | 3.234 | 0.128 | 5.774 | 0.229 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.673 | 0.011 | 0.0 | 0.019 | -1 | 100 | 0.851 | 0.027 | 0.002 | 704.090 | 63.234 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.008 | 0.0 | 0.330 | -1 | 100 | 1.000 | 3.234 | 0.128 | 0.102 | 0.005 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.008 | 0.0 | 0.330 | -1 | 100 | 1.000 | 0.027 | 0.002 | 12.435 | 1.153 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.038 | 0.340 | 0.0 | 0.019 | -1 | 5 | 0.720 | 3.274 | 0.062 | 5.815 | 0.152 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.038 | 0.340 | 0.0 | 0.019 | -1 | 5 | 0.720 | 0.031 | 0.003 | 617.592 | 67.720 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.362 | 0.008 | 0.0 | 0.362 | -1 | 5 | 1.000 | 3.274 | 0.062 | 0.110 | 0.003 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.362 | 0.008 | 0.0 | 0.362 | -1 | 5 | 1.000 | 0.031 | 0.003 | 11.731 | 1.298 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.049 | 0.045 | 0.0 | 0.019 | 1 | 5 | 0.720 | 2.598 | 0.054 | 7.333 | 0.154 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.049 | 0.045 | 0.0 | 0.019 | 1 | 5 | 0.720 | 0.026 | 0.001 | 732.241 | 41.788 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.366 | 0.010 | 0.0 | 0.366 | 1 | 5 | 1.000 | 2.598 | 0.054 | 0.141 | 0.005 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.366 | 0.010 | 0.0 | 0.366 | 1 | 5 | 1.000 | 0.026 | 0.001 | 14.078 | 0.884 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.367 | 0.057 | 0.0 | 0.004 | -1 | 1 | 0.831 | 1.810 | 0.044 | 2.413 | 0.066 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.367 | 0.057 | 0.0 | 0.004 | -1 | 1 | 0.831 | 0.010 | 0.004 | 436.952 | 158.955 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.013 | 0.0 | 0.276 | -1 | 1 | 1.000 | 1.810 | 0.044 | 0.152 | 0.008 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.013 | 0.0 | 0.276 | -1 | 1 | 1.000 | 0.010 | 0.004 | 27.590 | 10.108 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.290 | 0.122 | 0.0 | 0.004 | 1 | 1 | 0.831 | 1.276 | 0.012 | 3.362 | 0.101 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.290 | 0.122 | 0.0 | 0.004 | 1 | 1 | 0.831 | 0.002 | 0.000 | 1913.633 | 168.278 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.284 | 0.008 | 0.0 | 0.284 | 1 | 1 | 1.000 | 1.276 | 0.012 | 0.223 | 0.006 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.284 | 0.008 | 0.0 | 0.284 | 1 | 1 | 1.000 | 0.002 | 0.000 | 126.655 | 11.082 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.383 | 0.145 | 0.0 | 0.004 | 1 | 100 | 0.892 | 2.137 | 0.034 | 2.051 | 0.075 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.383 | 0.145 | 0.0 | 0.004 | 1 | 100 | 0.892 | 0.003 | 0.000 | 1373.097 | 141.126 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.272 | 0.008 | 0.0 | 0.272 | 1 | 100 | 1.000 | 2.137 | 0.034 | 0.127 | 0.004 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.272 | 0.008 | 0.0 | 0.272 | 1 | 100 | 1.000 | 0.003 | 0.000 | 85.183 | 8.693 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.306 | 0.117 | 0.0 | 0.004 | -1 | 100 | 0.892 | 2.753 | 0.052 | 1.564 | 0.052 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.306 | 0.117 | 0.0 | 0.004 | -1 | 100 | 0.892 | 0.010 | 0.005 | 430.975 | 216.161 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.286 | 0.009 | 0.0 | 0.286 | -1 | 100 | 1.000 | 2.753 | 0.052 | 0.104 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.286 | 0.009 | 0.0 | 0.286 | -1 | 100 | 1.000 | 0.010 | 0.005 | 28.646 | 14.373 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.214 | 0.073 | 0.0 | 0.004 | -1 | 5 | 0.875 | 2.722 | 0.042 | 1.548 | 0.036 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.214 | 0.073 | 0.0 | 0.004 | -1 | 5 | 0.875 | 0.010 | 0.002 | 405.126 | 91.178 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.267 | 0.007 | 0.0 | 0.267 | -1 | 5 | 1.000 | 2.722 | 0.042 | 0.098 | 0.003 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.267 | 0.007 | 0.0 | 0.267 | -1 | 5 | 1.000 | 0.010 | 0.002 | 25.690 | 5.807 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.260 | 0.076 | 0.0 | 0.004 | 1 | 5 | 0.875 | 2.183 | 0.035 | 1.952 | 0.047 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.260 | 0.076 | 0.0 | 0.004 | 1 | 5 | 0.875 | 0.003 | 0.000 | 1351.599 | 91.935 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.284 | 0.008 | 0.0 | 0.284 | 1 | 5 | 1.000 | 2.183 | 0.035 | 0.130 | 0.004 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.284 | 0.008 | 0.0 | 0.284 | 1 | 5 | 1.000 | 0.003 | 0.000 | 90.218 | 6.482 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.319 | 0.000 | 0.0 | 0.136 | -1 | 100 | 0.973 | 3.441 | 0.047 | 39.611 | 0.540 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.319 | 0.000 | 0.0 | 0.136 | -1 | 100 | 0.973 | 0.012 | 0.001 | 11827.271 | 1251.306 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.046 | 0.125 | 0.0 | 3.046 | -1 | 100 | 1.000 | 3.441 | 0.047 | 0.885 | 0.038 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.046 | 0.125 | 0.0 | 3.046 | -1 | 100 | 1.000 | 0.012 | 0.001 | 264.307 | 29.994 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.302 | 0.000 | 0.0 | 0.130 | 1 | 5 | 0.972 | 1.702 | 0.013 | 76.566 | 0.595 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.302 | 0.000 | 0.0 | 0.130 | 1 | 5 | 0.972 | 0.004 | 0.001 | 34635.696 | 11544.383 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.210 | 0.149 | 0.0 | 3.210 | 1 | 5 | 1.000 | 1.702 | 0.013 | 1.886 | 0.089 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.210 | 0.149 | 0.0 | 3.210 | 1 | 5 | 1.000 | 0.004 | 0.001 | 853.278 | 287.155 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 134.010 | 0.000 | 0.0 | 0.134 | -1 | 5 | 0.972 | 1.014 | 0.025 | 132.150 | 3.310 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 134.010 | 0.000 | 0.0 | 0.134 | -1 | 5 | 0.972 | 0.008 | 0.002 | 17451.287 | 3679.085 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.130 | 0.118 | 0.0 | 3.130 | -1 | 5 | 1.000 | 1.014 | 0.025 | 3.086 | 0.139 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.130 | 0.118 | 0.0 | 3.130 | -1 | 5 | 1.000 | 0.008 | 0.002 | 407.578 | 87.280 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.616 | 0.000 | 0.0 | 0.139 | 1 | 100 | 0.973 | 5.796 | 0.065 | 23.915 | 0.268 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.616 | 0.000 | 0.0 | 0.139 | 1 | 100 | 0.973 | 0.009 | 0.001 | 15881.616 | 2662.449 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.143 | 0.199 | 0.0 | 3.143 | 1 | 100 | 1.000 | 5.796 | 0.065 | 0.542 | 0.035 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.143 | 0.199 | 0.0 | 3.143 | 1 | 100 | 1.000 | 0.009 | 0.001 | 360.134 | 64.518 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.737 | 0.000 | 0.0 | 0.139 | -1 | 1 | 0.962 | 0.522 | 0.009 | 265.850 | 4.753 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.737 | 0.000 | 0.0 | 0.139 | -1 | 1 | 0.962 | 0.006 | 0.002 | 24980.937 | 7353.665 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.120 | 0.101 | 0.0 | 3.120 | -1 | 1 | 1.000 | 0.522 | 0.009 | 5.979 | 0.222 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.120 | 0.101 | 0.0 | 3.120 | -1 | 1 | 1.000 | 0.006 | 0.002 | 561.837 | 166.391 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 140.717 | 0.000 | 0.0 | 0.141 | 1 | 1 | 0.962 | 0.902 | 0.015 | 155.949 | 2.517 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 140.717 | 0.000 | 0.0 | 0.141 | 1 | 1 | 0.962 | 0.002 | 0.000 | 60818.772 | 10950.878 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.177 | 0.070 | 0.0 | 3.177 | 1 | 1 | 1.000 | 0.902 | 0.015 | 3.521 | 0.096 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.177 | 0.070 | 0.0 | 3.177 | 1 | 1 | 1.000 | 0.002 | 0.000 | 1373.120 | 249.062 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.076 | 0.014 | 0.0 | 0.000 | -1 | 100 | 0.916 | 0.049 | 0.004 | 1.544 | 0.310 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.076 | 0.014 | 0.0 | 0.000 | -1 | 100 | 0.916 | 0.004 | 0.001 | 21.211 | 5.536 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.049 | 0.004 | 0.131 | 0.015 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.004 | 0.001 | 1.799 | 0.362 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.048 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.909 | 0.032 | 0.001 | 1.478 | 0.044 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.048 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.909 | 0.001 | 0.000 | 54.832 | 12.343 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.032 | 0.001 | 0.195 | 0.010 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 7.243 | 1.660 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.048 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.909 | 0.037 | 0.002 | 1.279 | 0.076 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.048 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.909 | 0.003 | 0.001 | 14.053 | 3.601 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.037 | 0.002 | 0.171 | 0.012 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.003 | 0.001 | 1.882 | 0.487 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.071 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.916 | 0.045 | 0.001 | 1.579 | 0.069 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.071 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.916 | 0.001 | 0.000 | 80.780 | 14.938 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.045 | 0.001 | 0.141 | 0.008 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 7.193 | 1.352 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.046 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.890 | 0.032 | 0.003 | 1.408 | 0.144 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.046 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.890 | 0.003 | 0.000 | 16.005 | 1.790 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.007 | 0.001 | 0.0 | 0.007 | -1 | 1 | 1.000 | 0.032 | 0.003 | 0.209 | 0.027 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.007 | 0.001 | 0.0 | 0.007 | -1 | 1 | 1.000 | 0.003 | 0.000 | 2.371 | 0.326 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.890 | 0.029 | 0.001 | 1.554 | 0.110 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.890 | 0.001 | 0.000 | 52.110 | 20.935 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.029 | 0.001 | 0.208 | 0.013 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 6.986 | 2.798 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.545 | 0.023 | 0.001 | 0.001 | 0.815 | 0.184 | 0.005 | 2.961 | 0.147 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.545 | 0.023 | 0.001 | 0.001 | 0.815 | 0.022 | 0.001 | 24.473 | 1.792 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.421 | 0.017 | 0.000 | 0.421 | 1.000 | 0.184 | 0.005 | 2.288 | 0.108 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.421 | 0.017 | 0.000 | 0.421 | 1.000 | 0.022 | 0.001 | 18.908 | 1.355 | See | See |